A constrained rational activation with denominator degree one larger than numerator and no constant term stabilizes high-UTD continuous control, while trading off long-term plasticity.
Adaptive rational activations to boost deep reinforcement learning
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Balancing Expressivity and Robustness: Constrained Rational Activations for Reinforcement Learning
A constrained rational activation with denominator degree one larger than numerator and no constant term stabilizes high-UTD continuous control, while trading off long-term plasticity.